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Detection of Damaged Structures from Satellite Imagery Processed by Autoencoder with Boruta Feature Selection Method
(AVES, 2023) Muzoglu, Nedim; Adiguzel, Ertugrul; Akbacak, Enver; Karaslan, Melike Kaya
Many worldwide changing events, including meteorology, weather forecasting, disaster response, and environmental monitoring, are tracked by states or companies via satellite imagery. Early response to disasters is critical for human life. In these cases, artificial intelligence applications are also used to make rapid determinations about large geographical region. In this study, satellite images of flooded and undamaged structures in Hurricane Harvey were used. An autoencoder process has been applied to this dataset to reduce the noise in satellite imagery. AlexNet and VGG16 deep learning (DL) models are used to extract features from both datasets. The most effective features selected by the Boruta feature selection algorithm were classified with the support vector machine, and the highest classification accuracy of 99.35% was obtained. Since disasters involve the evaluation of very big datasets from large geographic areas, presenting the data with the smallest possible feature will facilitate the process. For this reason, by applying dimensionality reduction to the selected attributes, a 98.29% success was achieved in the classification with only 90 attributes. The proposed approach shows that DL and feature engineering are very effective methods to quickly respond to disaster areas using satellite imagery.
Factors Affecting the Presence of Renal Cortical Cysts in Kidney Donors
(AVES, 2024) Kuşlu Çiçek, S.N.; Hüseynov, A.
Objective: Simple renal cysts (SRCs) represent the most frequently occurring type of renal cysts, frequently observed in the elderly population. While generally considered benign, SRCs may sometimes be connected to comorbid conditions such as hypertension, aortic diseases, and renal dysfunction. This research aims to investigate the factors influencing the development of SRCs in kidney donors and the associated risks. Materials and Methods: This retrospective cohort study included 1012 living kidney donors, aged 18-87 years, who underwent renal transplant donor nephrectomy between 2008 and 2023. Data on demographic information, cyst characteristics, comorbidities, and associated risk factors were collected and analyzed using statistical methods, including Binary Logistic Regression Analysis. Renal cysts were identified and classified using computed tomography (CT) and magnetic resonance imaging (MRI) methods. Results: Renal cortical cysts were more frequently observed in males (52.76%) compared to females (47.24%), with a significant difference (P =.031). Donors with renal cortical cysts were significantly older (mean age 54.43 ± 12.17 years) compared to those without cysts (46.26 ± 12.35 years, P <.001). Substantial differences were likewise noted in fasting blood glucose, uric acid, creatinine, HbA1c, and glomerular filtration rate (GFR). The prevalence of aortic atherosclerosis was notably elevated in donors with cysts (47.74%) compared to those without (23.57%, P <.001). Binary logistic regression analysis indicated that older age and being male were significant factors influencing the presence of cortical cysts. Conclusion: The study confirms that SRCs are the most common renal cyst type and are more frequently observed in the elderly population. While generally benign, SRCs may be associated with increased uric acid levels and other comorbidities, suggesting potential impacts on kidney health. Additional studies are required to investigate these associations. The presence of SRCs in kidney donors is significantly associated with male gender, age, uric acid levels, and creatinine levels. These findings should be considered during the evaluation of potential kidney donors, particularly regarding the associated risks and management of SRCs. © 2024, AVES. All rights reserved.
Laparoscopic Hand-Assisted Donor Nephrectomy: A Decade of Single-Center Experience and Outcomes
(AVES, 2024) Cicek, Sevim Nuran Kuslu; Huseynov, Amil
Objective: Kidney transplantation is the most effective treatment for end-stage renal disease, but the shortage of cadaveric donors has increased reliance on living donors. Traditional open donor nephrectomy, while effective, is associated with significant morbidity. Hand-assisted laparoscopic donor nephrectomy (HALDN) combines the advantages of minimally invasive surgery with the tactile feedback of open surgery. This study presents the outcomes of HALDN procedures performed at the center. Methods: A total of 1221 living donor nephrectomies performed between September 2009 and August 2021 at Medicana & Idot;stanbul Hospital were analyzed. Donor characteristics, surgical details, and postoperative outcomes were recorded. Data analysis was conducted using SPSS version 22.0, with continuous variables assessed for normality and expressed accordingly. Results: Donor ages ranged from 19 to 87 years (mean 48.50 +/- 12.75 years), with 54.8% female donors. The average body mass index (BMI) was 27.99 +/- 3.7 kg/m2. Left-sided nephrectomies constituted 78.5% of cases, with HALDN performed in 94.7% of these surgeries. Warm ischemia time averaged 99.21 +/- 56.67 seconds. The average blood loss was 70 mL, and the mean hospital stay was 4.12 +/- 1.2 days. Complications included conversion to open surgery due to bleeding in 3.3% of cases, postoperative atelectasis (0.6%), incisional hernia (0.33%), wound infection (0.16%), and scrotal swelling (0.25%). The findings indicate that HALDN is a safe and effective method for donor nephrectomy, aligning with similar studies regarding operation and warm ischemia times. The minimally invasive nature of HALDN contributes to shorter hospital stays and quicker postoperative recovery. The rate of conversion to open surgery was within acceptable limits, and complications were manageable. Obesity (BMI > 30 kg/m2) was identified as a risk factor for incisional hernia, suggesting the need for careful surgical technique in this group. Conclusion: Hand-assisted laparoscopic donor nephrectomy offers a minimally invasive, safe, and effective alternative for living donor nephrectomy, enhancing donor recovery and potentially encouraging organ donation. Its adoption may play a significant role in reducing the number of patients awaiting organ transplants.
Where Can Urodynamic Testing Help Assess Male Lower Urinary Tract Symptoms
(AVES, 2019) Gurbuz, Cenk; Drake, Marcus J.
Urodynamic studies assess the function of the bladder and bladder outlet. They are often useful in the assessment and diagnosis of patients presenting with lower urinary tract symptoms (LUTS). The evidence regarding the value and risks of invasive urodynamics remains insufficient. However, men with LUTS who are assessed by invasive urodynamics are more likely to have their management changed and less likely to undergo surgery. This review discusses the role of urodynamic diagnosis and application in the diagnosis and treatment of male LUTS.

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